{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SCP-实验室-20200816 SCP-083-D的愤怒值及吸血冲动研究"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "初始操作人:调查员12号\n",
    "最后操作人:调查员12号\n",
    "实验类型:SCP-实验室-内部考试卷宗\n",
    "测算时间 : 2020/8/16 13:24\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 关于实验对象\n",
    "#### 项目简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SCP-083-D是一只典型的吸血鬼，以处女鲜血为食，陷入吸血冲动时极为危险。是个对基金会没有什么价值，又充满不确定性的危险SCP，收容措施却宽松又冗馀。基金会无法容忍他的行为，命令Kondraki博士利用吸血管风琴处决之。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 项目属性\n",
    "- 外观 <br />\n",
    "SCP-083表现为一名在20岁到26岁之间的高加索男性。黑发，褐眼，身高1.83m。通常穿着不显眼的衣着。项目通常将他自己的名字称为“公爵”，但是他并不介意被人称为SCP-083或者仅仅只是83。他将他的大部分时间都花在漫步于Site ███████████████之中，或者花费在娱乐室里，和工作人员进行交谈。\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "- 需求 <br />\n",
    "SCP-083没有物理上的进食需求，尽管它经常要求食物。他看起来偏爱肉食，并且还点了好几种为大众所知的牌子的蜜饯。项目也没有睡眠的需求，但还是在他的收容措施之中要求了一张床。当被问及此事时，项目回答：“我有的时候想躺一阵子，我不觉得这有什么奇怪的。”\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "- 互动 <br />\n",
    "与SCP-083进行了互动的人员通常都会报告说项目对于大部分的工作人员都是“亲切”并且“礼貌”的，虽然有些女性工作人员向人力资源部进行了许多的有关于他的性骚扰投诉。这种行为是极为不鼓励的，如果这种投诉持续下去的话，他将会被永远地锁在他的收容设施里了。\n",
    "\n",
    "\n",
    "\n",
    "- 其他 <br />\n",
    "略..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 实验简介与目的\n",
    "本次实验采取给与SCP-083两种类型的血液作为变量，并观测其自身的吸血冲动与愤怒值的变化程度，两种血液分别为O型血以及非CNV血液，测试单位为mL 。\n",
    "1. 请根据实验室计算机已给模型，绘制SCP-083的吸血冲动的Countour Plot\n",
    "2. 试着说出你的见解\n",
    "\n",
    "实验室测算模型如下: <br />\n",
    "吸血冲动及愤怒值 = $O型血^2$ - $非CNV血^2$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 以下为实验部分现场录音整理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验室提示音: 调查员12号进入实验室 2020/8/16 13:24"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "调查员12: 喂，我先挂了啊，进实验室了，这里有录音 2020/8/16 13:25"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "调查员12: 开什么黑开黑，行，我尽快做完实验，然后开一把，狗LAN ZI 2020/8/16 13:26"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "调查员12: 吸血冲动及愤怒值 = $O型血^2$ - $非CNV血^2$， 那么假设非CNV血为x,O型血为y，绘制等值线图和3D图看一下 2020/8/15 14:00 <br />\n",
    "调查员12: 请实验室按照如下代码进行相关图形绘制 2020/8/15 14:00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<a list of 14 text.Text objects>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib import cm\n",
    "from matplotlib.ticker import LinearLocator, FormatStrFormatter\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dx=0.01;dy=0.01\n",
    "x=np.arange(-10.0,10.0,dx)\n",
    "y=np.arange(-10.0,10.0,dy)\n",
    "X,Y=np.meshgrid(x,y)\n",
    "def f(x,y):\n",
    "    return y**2-x**2\n",
    "C=plt.contour(X,Y,f(X,Y),8,colors='black') \n",
    "plt.contourf(X,Y,f(X,Y),8)\n",
    "plt.clabel(C,inline=1,fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.gca(projection='3d') \n",
    "X = x\n",
    "Y = y\n",
    "X, Y = np.meshgrid(X, Y)\n",
    "Z = f(X,Y)\n",
    "surf = ax.plot_surface(X, Y, Z, cmap=cm.coolwarm,\n",
    "                       linewidth=0, antialiased=False)\n",
    "fig.colorbar(surf, shrink=0.5, aspect=5)\n",
    " \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验室提示音: 绘制完毕 2020/8/16 14:00"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "调查员12:从图中可以看出将点沿着x（非CNV血）轴平移时，愤怒值是较为低的，也可以通过下面的3D图看出，曲面类似马鞍形，x轴几乎是整个图形的谷底，所以，似乎稍微喂他一些非CNV血也不会让他多愤怒。 <br />\n",
    "然而当喂他O型血时情况就很糟糕了，他的愤怒值会直接冲向马鞍的顶峰，并且随着喂的量越大，愤怒值越大 2020/8/15 14:10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "调查员12: 实验室请提交报告 2020/8/16 14:10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验室提示音: 提交完毕 2020/8/16 14:20"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "调查员12: 调查员12号请求离开实验室 2020/8/16 14:25"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验室提示音: 调查员12号已离开实验室 2020/8/16 14:30"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "未知声音: Je veux du sang (法) 2020/8/16 14:32"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "未知声音: Sang vierge (法) 2020/8/16 14:50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 实验结论"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以喂SCP-083-D适量的非CNV血，但是千万不要喂他O型血，其愤怒值会瞬间升高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导师批语"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ████教授: 实验室内打电话扣40分，实验结论过于简单再扣1分，最终分59分，不合格!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
